Title
Systematic Evaluation of Large Vision-Language Models for Surgical Artificial Intelligence Anita Rau Mark Endo Josiah Aklilu Jaewoo Heo Khaled Saab Alberto Paderno Jeffrey Jopling F. C. Holsinger Serena Yeung-Levy 46 0 0 03 Apr 2025
Surg-3M: A Dataset and Foundation Model for Perception in Surgical Settings Chengan Che Chao Wang Tom Vercauteren Sophia Tsoka Luis C. García-Peraza-Herrera MedIm 46 0 0 25 Mar 2025
Surgical Scene Understanding in the Era of Foundation AI Models: A Comprehensive Review Ufaq Khan Umair Nawaz A. Qayyum Shazad Ashraf Muhammad Bilal Junaid Qadir 76 0 0 24 Feb 2025
Early Operative Difficulty Assessment in Laparoscopic Cholecystectomy via Snapshot-Centric Video Analysis Saurav Sharma Maria Vannucci Leonardo Pestana Legori Mario Scaglia Giovanni Guglielmo Laracca Didier Mutter Sergio Alfieri Pietro Mascagni N. Padoy 38 0 0 10 Feb 2025
Pseudo-label Refinement for Improving Self-Supervised Learning Systems Zia-ur-Rehman Arif Mahmood Wenxiong Kang 33 1 0 18 Oct 2024
SurgPETL: Parameter-Efficient Image-to-Surgical-Video Transfer Learning for Surgical Phase Recognition Shu Yang Zhiyuan Cai Luyang Luo Ning Ma Shuchang Xu Hao Chen 29 0 0 30 Sep 2024
Exploring the Effect of Dataset Diversity in Self-Supervised Learning for Surgical Computer Vision Tim J. M. Jaspers Ronald L.P.D. de Jong Yasmina Alkhalil Tijn Zeelenberg C. H. Kusters ... Franciscus Hendericus Aäron Bakker J P Ruurda Willem M. Brinkman Peter H. N. de With Fons van der Sommen 50 1 0 25 Jul 2024
CycleSAM: One-Shot Surgical Scene Segmentation using Cycle-Consistent Feature Matching to Prompt SAM Aditya Murali Pietro Mascagni Didier Mutter N. Padoy VLM MedIm 53 3 0 09 Jul 2024
Robust Surgical Phase Recognition From Annotation Efficient Supervision Or Rubin S. Laufer 31 0 0 26 Jun 2024
Surgical Triplet Recognition via Diffusion Model Daochang Liu Axel Hu Mubarak Shah Chang Xu MedIm 45 0 0 19 Jun 2024
DDA: Dimensionality Driven Augmentation Search for Contrastive Learning in Laparoscopic Surgery Yuning Zhou H. Badgery Matthew Read James Bailey Catherine E. Davey 47 1 0 03 Jun 2024
A Study on Self-Supervised Pretraining for Vision Problems in Gastrointestinal Endoscopy Edward Sanderson B. Matuszewski 23 2 0 11 Jan 2024
Unsupervised Segmentation of Colonoscopy Images Heming Yao Jérôme Lüscher Benjamín Gutiérrez-Becker Josep Arús-Pous Tommaso Biancalani A. Bigorgne David Richmond MedIm 37 0 0 19 Dec 2023
Encoding Surgical Videos as Latent Spatiotemporal Graphs for Object and Anatomy-Driven Reasoning Aditya Murali Deepak Alapatt Pietro Mascagni Armine Vardazaryan Alain Garcia Nariaki Okamoto Didier Mutter N. Padoy MedIm 36 7 0 11 Dec 2023
Jumpstarting Surgical Computer Vision Deepak Alapatt Aditya Murali V. Srivastav Pietro Mascagni AI4SafeChole Consortium N. Padoy 18 2 0 10 Dec 2023
SAF-IS: a Spatial Annotation Free Framework for Instance Segmentation of Surgical Tools Luca Sestini Benoit Rosa Elena De Momi G. Ferrigno N. Padoy 44 0 0 04 Sep 2023
Self-Supervised Learning for Endoscopic Video Analysis Roy Hirsch Mathilde Caron Regev Cohen Amir Livne Ron Shapiro Tomer Golany Roman Goldenberg Daniel Freedman Ehud Rivlin SSL 38 16 0 23 Aug 2023
Learning Multi-modal Representations by Watching Hundreds of Surgical Video Lectures Kun Yuan V. Srivastav Tong Yu Joël L. Lavanchy Pietro Mascagni Pietro Mascagni N. Padoy Nicolas Padoy 37 20 0 27 Jul 2023
TUNeS: A Temporal U-Net with Self-Attention for Video-based Surgical Phase Recognition Isabel Funke Dominik Rivoir Stefanie Krell Stefanie Speidel 31 3 0 19 Jul 2023
SSL-CPCD: Self-supervised learning with composite pretext-class discrimination for improved generalisability in endoscopic image analysis Ziang Xu J. Rittscher Sharib Ali 26 3 0 31 May 2023
Know Your Self-supervised Learning: A Survey on Image-based Generative and Discriminative Training Utku Ozbulak Hyun Jung Lee Beril Boga Esla Timothy Anzaku Ho-min Park Arnout Van Messem W. D. Neve J. Vankerschaver DiffM 26 36 0 23 May 2023
Latent Graph Representations for Critical View of Safety Assessment Aditya Murali Deepak Alapatt Pietro Mascagni Armine Vardazaryan Alain Garcia Nariaki Okamoto Didier Mutter N. Padoy MedIm 23 19 0 08 Dec 2022
Live Laparoscopic Video Retrieval with Compressed Uncertainty Tong Yu Pietro Mascagni J. Verde J. Marescaux Didier Mutter N. Padoy 42 7 0 08 Mar 2022
Masked Autoencoders Are Scalable Vision Learners Kaiming He Xinlei Chen Saining Xie Yanghao Li Piotr Dollár Ross B. Girshick ViT TPM 320 7,457 0 11 Nov 2021
Reducing Annotating Load: Active Learning with Synthetic Images in Surgical Instrument Segmentation Haonan Peng Shan Lin Daniel King Yun-Hsuan Su Randall Bly K. Moe Blake Hannaford MedIm 23 6 0 07 Aug 2021
Anatomy-Constrained Contrastive Learning for Synthetic Segmentation without Ground-truth Bo Zhou Chi Liu James S. Duncan MedIm 57 18 0 12 Jul 2021
Emerging Properties in Self-Supervised Vision Transformers Mathilde Caron Hugo Touvron Ishan Misra Hervé Jégou Julien Mairal Piotr Bojanowski Armand Joulin 368 5,811 0 29 Apr 2021
Self-supervised Co-training for Video Representation Learning Tengda Han Weidi Xie Andrew Zisserman SSL 215 309 0 19 Oct 2020
Video Representation Learning by Recognizing Temporal Transformations Simon Jenni Givi Meishvili Paolo Favaro 131 133 0 21 Jul 2020
Improved Baselines with Momentum Contrastive Learning Xinlei Chen Haoqi Fan Ross B. Girshick Kaiming He SSL 279 3,375 0 09 Mar 2020
EndoNet: A Deep Architecture for Recognition Tasks on Laparoscopic Videos A. P. Twinanda S. Shehata Didier Mutter J. Marescaux M. de Mathelin N. Padoy 188 842 0 09 Feb 2016